Critical For Us To Understand Jobs

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Critical For Us To Understand roles sit at the crossroads of data science and policy, driving decisions that shape compliance, privacy, and AI governance. With new regulations such as the EU AI Act, the CCPA, and emerging global data protection frameworks, companies need experts who can translate complex legal mandates into actionable data strategies, leading to a surge in demand for specialists who audit models, map regulatory requirements to data pipelines, and demonstrate auditability.

Typical positions include Data Governance Lead, Policy Analyst, Risk Assessment Specialist, Compliance Officer, and Data Ethics Lead. Responsibilities range from developing data lineage maps in AWS Glue, building compliance dashboards in Tableau, writing Python scripts for automated policy checks, to leading ISOโ€ฏ27001 certification efforts and crafting GDPR impact statements.

Salary transparency is crucial because these specialists operate in highโ€‘stakes environments where misaligned compensation can lead to talent attrition and overlooked expertise. Clear pay bands help attract candidates proficient in niche tools like AWS Data Analytics, CCA, or Causal Inference, and they promote equity across gender and minority groups in a field that historically shows pay gaps.

Data Developer

Company: IBM

Location: Multiple Cities

Posted Dec 15, 2025

IBM CIC offers extensive career growth opportunities, training programs, and a supportive culture focused on innovation and client impact.

Experienced Data Scientist – Advanced Analytics - IBM CIC France - H/F

Company: IBM

Location: Bois Colombes Cedex, FR

Posted Dec 15, 2025

This job description highlights opportunities to work in IBM's innovation centers, collaborate with global clients, and leverage advanced technologies for impactful projects. It emphasizes career growth, technical expertise, and collaborative innovation in data science roles.

Cloud Developer

Company: IBM

Location: BANGALORE, IN

Posted Dec 15, 2025

IBM Cloud seeks experienced DevOps engineers to contribute to next-gen cloud platforms, emphasizing innovation, growth, and collaboration in a supportive environment. The role involves developing cloud services, optimizing performance, and working with cutting-edge technologies like Kubernetes and OpenTelemetry.

Enterprise Transformation Analyst

Company: IBM

Location: Multiple Cities

Posted Dec 15, 2025

This text outlines a job role at IBM Federal Consulting requiring a Bachelor's degree and experience in process analysis, AI/ML tools, and government client support. It emphasizes skills in strategic planning, stakeholder engagement, and compliance with DoD clearance requirements.

Senior Cloud Full Stack Developer

Company: IBM

Location: Giza, EG

Posted Dec 15, 2025

This job description highlights a Senior Application Developer role at IBM with opportunities to lead innovation, develop customized systems, and collaborate globally. The position emphasizes career growth, technical expertise, and impactful contributions to enterprise solutions. Key responsibilities include cloud integration, API development, and maintaining high code quality while working with cross-functional teams.

Security Consultant - L3 Application Security

Company: IBM

Location: Mumbai, IN

Posted Dec 15, 2025

This text promotes a career in IBM Consulting, emphasizing collaboration, innovation, and professional growth opportunities. It highlights roles in application security, technical expertise requirements, and industry standards compliance.

Data Scientist-Advanced Analytics

Company: IBM

Location: BANGALORE, IN

Posted Dec 15, 2025

This job description outlines a Data Engineer role at IBM Consulting, involving data analysis, innovation, and collaboration with cross-functional teams. Responsibilities include developing predictive models, designing search applications, and working in Agile environments. Required qualifications include a Bachelor's degree and specific technical expertise in AI and data technologies.

Infrastructure Specialist-Cloud Data Platform Managed Services (Informatica Monitoring)

Company: IBM

Location: QUEZON CITY, PH

Posted Dec 15, 2025

The text describes a career in IBM Consulting focused on hybrid cloud and AI innovation, emphasizing collaboration with global clients, technical expertise in data platforms, and opportunities for growth. It highlights roles involving data management, problem-solving, and leveraging advanced technologies like Hadoop and Snowflake.

Security Consultant-Data Security

Company: IBM

Location: BANGALORE, IN

Posted Dec 15, 2025

This role involves advising clients on security solutions, collaborating on hybrid cloud and AI projects, and leveraging IBM's technology to drive innovation and career growth.

Front End Developer (React JS and .NET)

Company: IBM

Location: QUEZON CITY, PH

Posted Dec 15, 2025

The role involves working with clients on hybrid cloud and AI projects, requiring software development skills and collaboration in IBM's innovation centers.

Legal Internship

Company: IBM

Location: Capital Federal, AR

Posted Dec 15, 2025

The text describes a Legal Intern role with administrative tasks involving legal documentation, compliance processes, and contract management. It lists required skills like Office software proficiency and communication abilities, emphasizing a dynamic work environment.

Machine Learning, Computer Vision, Deep Learning, Natural Language Processing- MSc and PHD-Summer internship 2026- Research Lab

Company: IBM

Location: Haifa, IL

Posted Dec 15, 2025

This text promotes an AI research internship at IBM, highlighting opportunities to work on cutting-edge projects in generative models and multimodal AI. It emphasizes innovation, collaboration, and impactful research with potential for publication in top conferences.

Frequently Asked Questions

What are the typical salary ranges for Critical For Us To Understand roles by seniority?
<p><strong>Junior:</strong> $70‑$90k</p><p><strong>Mid‑Level:</strong> $90‑$120k</p><p><strong>Senior:</strong> $120‑$160k</p><p><strong>Lead/Director:</strong> $160‑$200k</p>
What skills and certifications are most valuable?
<p><strong>Technical:</strong> Python, R, SQL, Tableau, Power BI, AWS Data Analytics, GCP BigQuery.</p><p><strong>Certifications:</strong> ISO 27001 Lead Implementer, CCA (Certified Compliance & Ethics Professional), GDPR Practitioner, AWS Certified Data Analytics Specialty.</p>
Is remote work common in this category?
<p>Many companies offer full‑remote or hybrid options. Tech firms, FinTechs, and government contractors frequently support remote teams, provided secure data access and compliance controls are in place.</p>
What career progression paths exist?
<p>Start as a <strong>Policy Analyst</strong> or <strong>Data Analyst</strong>, advance to <strong>Senior Analyst</strong>, then to <strong>Lead Analyst</strong> or <strong>Manager of Data Governance</strong>, and finally to <strong>Director of Compliance & Data Strategy</strong> or <strong>Chief Data Officer</strong>.</p>
What industry trends are shaping Critical For Us To Understand roles?
<p>RegTech adoption, AI ethics frameworks, real‑time data compliance, and the rise of causal inference models for policy impact analysis are driving demand. Companies increasingly invest in automated policy monitoring tools and cross‑functional data‑policy teams.</p>

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